Model reference · open weights

virtual-tryoff-lora

virtual-tryoff-lora is an open-weight image model from fal, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Image fal 1 variants 3k downloads/mo
Request this model on EU hardware All served models Not on the shared API today — deployed on request.

About

What virtual-tryoff-lora is

FLUX.2-klein-base-9B Virtual Try-Off LoRA Virtual Try-Off: Given an image of a person wearing clothing and a garment category prompt, the model generates a clean image of the garment as if it were photographed alone.\ The model reconstructs the clothing item while preserving its style, texture, color, and design from the input image.\ 1 input image (person wearing clothes) + text category → 1 output garment image\ Built with fal.ai. Usage - Try the LoRA on fal.ai Playground - Try the workflow (image-to-video) at fal.ai Workflow - ComfyUI: download compatible weights virtual-tryoff-loracomfy.safetensors - Diffusers: Training Trained with fal.ai trainer. - Base model: FLUX.2-klein-base-9B - Steps: 10000 - Learning Rate: 0.00005 - Dataset: 300 image pairs (model + garment) of shape 1024x1024 Author Created by Riza Velioglu at fal.ai

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

Makerfal
TypeImage models
Variants1
Runs withdiffusers
Based onblack-forest-labs/FLUX.2-klein-9B
Released2026-03-05
Popularity3k downloads / month
Likes48
LicenceOpen weights

How it works

How image models work

Text promptwhat to makeText encoderunderstands itDiffusion stepsdenoise to pixelsImagePNG / JPEGA diffusion model starts from noise and denoises it, guided by your prompt, into a finished image.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
virtual-tryoff-loraBF16Weights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys virtual-tryoff-lora for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (virtual-tryoff-lora below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/images/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"virtual-tryoff-lora","prompt":"a red bicycle","size":"1024x1024"}'

Details

Languages, data & research

Tags

diffusers flux.2 image-to-image virtual-try-off fal lora template:diffusion-lora

Licence

Open weights

Open weights under apache-2.0 — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗

Sources

Weights & code

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